1. Sohu AI chip promises to run AI models 20 times faster and at a lower cost compared to Nvidia's H100 GPUs. 2. The chip is based on the transformer AI architecture, which is expected to dominate the AI field. 3. The success of Sohu's gamble on the transformer architecture seems imminent.